Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 2216 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 519.4 KiB |
| Average record size in memory | 240.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 13 |
| DateTime | 1 |
Z_CostContact has constant value "3" | Constant |
Z_Revenue has constant value "11" | Constant |
AcceptedCmp3 is highly imbalanced (62.1%) | Imbalance |
AcceptedCmp4 is highly imbalanced (61.9%) | Imbalance |
AcceptedCmp5 is highly imbalanced (62.3%) | Imbalance |
AcceptedCmp1 is highly imbalanced (65.7%) | Imbalance |
AcceptedCmp2 is highly imbalanced (89.7%) | Imbalance |
Complain is highly imbalanced (92.3%) | Imbalance |
ID has unique values | Unique |
Recency has 28 (1.3%) zeros | Zeros |
MntFruits has 395 (17.8%) zeros | Zeros |
MntFishProducts has 379 (17.1%) zeros | Zeros |
MntSweetProducts has 413 (18.6%) zeros | Zeros |
MntGoldProds has 61 (2.8%) zeros | Zeros |
NumDealsPurchases has 44 (2.0%) zeros | Zeros |
NumWebPurchases has 48 (2.2%) zeros | Zeros |
NumCatalogPurchases has 576 (26.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-20 19:51:50.563938 |
|---|---|
| Analysis finished | 2024-07-20 19:52:12.549772 |
| Duration | 21.99 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
ID
Real number (ℝ)
UNIQUE
| Distinct | 2216 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5588.3533 |
| Minimum | 0 |
|---|---|
| Maximum | 11191 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 572.75 |
| Q1 | 2814.75 |
| median | 5458.5 |
| Q3 | 8421.75 |
| 95-th percentile | 10676.5 |
| Maximum | 11191 |
| Range | 11191 |
| Interquartile range (IQR) | 5607 |
Descriptive statistics
| Standard deviation | 3249.3763 |
|---|---|
| Coefficient of variation (CV) | 0.58145505 |
| Kurtosis | -1.1896767 |
| Mean | 5588.3533 |
| Median Absolute Deviation (MAD) | 2791 |
| Skewness | 0.040459216 |
| Sum | 12383791 |
| Variance | 10558446 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5524 | 1 | < 0.1% |
| 6885 | 1 | < 0.1% |
| 3478 | 1 | < 0.1% |
| 7494 | 1 | < 0.1% |
| 1763 | 1 | < 0.1% |
| 7250 | 1 | < 0.1% |
| 2005 | 1 | < 0.1% |
| 10770 | 1 | < 0.1% |
| 2072 | 1 | < 0.1% |
| 3643 | 1 | < 0.1% |
| Other values (2206) | 2206 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 9 | 1 | |
| 13 | 1 | |
| 17 | 1 | |
| 20 | 1 | |
| 22 | 1 | |
| 24 | 1 | |
| 25 | 1 | |
| 35 | 1 |
| Value | Count | Frequency (%) |
| 11191 | 1 | |
| 11188 | 1 | |
| 11187 | 1 | |
| 11181 | 1 | |
| 11178 | 1 | |
| 11176 | 1 | |
| 11171 | 1 | |
| 11166 | 1 | |
| 11148 | 1 | |
| 11133 | 1 |
Year_Birth
Real number (ℝ)
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1968.8204 |
| Minimum | 1893 |
|---|---|
| Maximum | 1996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 1893 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1959 |
| median | 1970 |
| Q3 | 1977 |
| 95-th percentile | 1988 |
| Maximum | 1996 |
| Range | 103 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.985554 |
|---|---|
| Coefficient of variation (CV) | 0.0060876828 |
| Kurtosis | 0.73467044 |
| Mean | 1968.8204 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.35366147 |
| Sum | 4362906 |
| Variance | 143.65351 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1976 | 89 | 4.0% |
| 1971 | 86 | 3.9% |
| 1975 | 83 | 3.7% |
| 1972 | 78 | 3.5% |
| 1978 | 76 | 3.4% |
| 1970 | 75 | 3.4% |
| 1965 | 74 | 3.3% |
| 1973 | 72 | 3.2% |
| 1969 | 70 | 3.2% |
| 1974 | 69 | 3.1% |
| Other values (49) | 1444 |
| Value | Count | Frequency (%) |
| 1893 | 1 | < 0.1% |
| 1899 | 1 | < 0.1% |
| 1900 | 1 | < 0.1% |
| 1940 | 1 | < 0.1% |
| 1941 | 1 | < 0.1% |
| 1943 | 6 | 0.3% |
| 1944 | 7 | |
| 1945 | 8 | |
| 1946 | 16 | |
| 1947 | 16 |
| Value | Count | Frequency (%) |
| 1996 | 2 | 0.1% |
| 1995 | 5 | 0.2% |
| 1994 | 3 | 0.1% |
| 1993 | 5 | 0.2% |
| 1992 | 13 | |
| 1991 | 15 | |
| 1990 | 18 | |
| 1989 | 29 | |
| 1988 | 29 | |
| 1987 | 27 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| Graduation | |
|---|---|
| PhD | |
| Master | |
| 2n Cycle | |
| Basic | 54 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 7.5194043 |
| Min length | 3 |
Characters and Unicode
| Total characters | 16663 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduation |
|---|---|
| 2nd row | Graduation |
| 3rd row | Graduation |
| 4th row | Graduation |
| 5th row | PhD |
Common Values
| Value | Count | Frequency (%) |
| Graduation | 1116 | |
| PhD | 481 | |
| Master | 365 | 16.5% |
| 2n Cycle | 200 | 9.0% |
| Basic | 54 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduation | 1116 | |
| phd | 481 | |
| master | 365 | 15.1% |
| 2n | 200 | 8.3% |
| cycle | 200 | 8.3% |
| basic | 54 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2651 | |
| r | 1481 | |
| t | 1481 | |
| n | 1316 | 7.9% |
| i | 1170 | 7.0% |
| G | 1116 | 6.7% |
| d | 1116 | 6.7% |
| u | 1116 | 6.7% |
| o | 1116 | 6.7% |
| e | 565 | 3.4% |
| Other values (12) | 3535 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13566 | |
| Uppercase Letter | 2697 | 16.2% |
| Decimal Number | 200 | 1.2% |
| Space Separator | 200 | 1.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 2651 | |
| r | 1481 | |
| t | 1481 | |
| n | 1316 | |
| i | 1170 | |
| d | 1116 | |
| u | 1116 | |
| o | 1116 | |
| e | 565 | 4.2% |
| h | 481 | 3.5% |
| Other values (4) | 1073 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 1116 | |
| D | 481 | |
| P | 481 | |
| M | 365 | 13.5% |
| C | 200 | 7.4% |
| B | 54 | 2.0% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 200 |
Space Separator
| Value | Count | Frequency (%) |
| 200 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 16263 | |
| Common | 400 | 2.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 2651 | |
| r | 1481 | |
| t | 1481 | |
| n | 1316 | |
| i | 1170 | 7.2% |
| G | 1116 | 6.9% |
| d | 1116 | 6.9% |
| u | 1116 | 6.9% |
| o | 1116 | 6.9% |
| e | 565 | 3.5% |
| Other values (10) | 3135 |
Common
| Value | Count | Frequency (%) |
| 2 | 200 | |
| 200 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 16663 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 2651 | |
| r | 1481 | |
| t | 1481 | |
| n | 1316 | 7.9% |
| i | 1170 | 7.0% |
| G | 1116 | 6.7% |
| d | 1116 | 6.7% |
| u | 1116 | 6.7% |
| o | 1116 | 6.7% |
| e | 565 | 3.4% |
| Other values (12) | 3535 |
Marital_Status
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| Married | |
|---|---|
| Together | |
| Single | |
| Divorced | |
| Widow | 76 |
| Other values (3) | 7 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.0758123 |
| Min length | 4 |
Characters and Unicode
| Total characters | 15680 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Together |
| 4th row | Together |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 857 | |
| Together | 573 | |
| Single | 471 | |
| Divorced | 232 | 10.5% |
| Widow | 76 | 3.4% |
| Alone | 3 | 0.1% |
| Absurd | 2 | 0.1% |
| YOLO | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 857 | |
| together | 573 | |
| single | 471 | |
| divorced | 232 | 10.5% |
| widow | 76 | 3.4% |
| alone | 3 | 0.1% |
| absurd | 2 | 0.1% |
| yolo | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2709 | |
| r | 2521 | |
| i | 1636 | |
| d | 1167 | |
| g | 1044 | 6.7% |
| o | 884 | 5.6% |
| M | 857 | 5.5% |
| a | 857 | 5.5% |
| T | 573 | 3.7% |
| t | 573 | 3.7% |
| Other values (16) | 2859 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13458 | |
| Uppercase Letter | 2222 | 14.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2709 | |
| r | 2521 | |
| i | 1636 | |
| d | 1167 | |
| g | 1044 | 7.8% |
| o | 884 | 6.6% |
| a | 857 | 6.4% |
| t | 573 | 4.3% |
| h | 573 | 4.3% |
| n | 474 | 3.5% |
| Other values (7) | 1020 | 7.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 857 | |
| T | 573 | |
| S | 471 | |
| D | 232 | 10.4% |
| W | 76 | 3.4% |
| A | 5 | 0.2% |
| O | 4 | 0.2% |
| Y | 2 | 0.1% |
| L | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 15680 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2709 | |
| r | 2521 | |
| i | 1636 | |
| d | 1167 | |
| g | 1044 | 6.7% |
| o | 884 | 5.6% |
| M | 857 | 5.5% |
| a | 857 | 5.5% |
| T | 573 | 3.7% |
| t | 573 | 3.7% |
| Other values (16) | 2859 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15680 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2709 | |
| r | 2521 | |
| i | 1636 | |
| d | 1167 | |
| g | 1044 | 6.7% |
| o | 884 | 5.6% |
| M | 857 | 5.5% |
| a | 857 | 5.5% |
| T | 573 | 3.7% |
| t | 573 | 3.7% |
| Other values (16) | 2859 |
Income
Real number (ℝ)
| Distinct | 1974 |
|---|---|
| Distinct (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52247.251 |
| Minimum | 1730 |
|---|---|
| Maximum | 666666 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 1730 |
|---|---|
| 5-th percentile | 18985.5 |
| Q1 | 35303 |
| median | 51381.5 |
| Q3 | 68522 |
| 95-th percentile | 84130 |
| Maximum | 666666 |
| Range | 664936 |
| Interquartile range (IQR) | 33219 |
Descriptive statistics
| Standard deviation | 25173.077 |
|---|---|
| Coefficient of variation (CV) | 0.48180672 |
| Kurtosis | 159.6367 |
| Mean | 52247.251 |
| Median Absolute Deviation (MAD) | 16557.5 |
| Skewness | 6.7634874 |
| Sum | 1.1577991 × 108 |
| Variance | 6.3368379 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7500 | 12 | 0.5% |
| 35860 | 4 | 0.2% |
| 37760 | 3 | 0.1% |
| 83844 | 3 | 0.1% |
| 63841 | 3 | 0.1% |
| 18929 | 3 | 0.1% |
| 47025 | 3 | 0.1% |
| 34176 | 3 | 0.1% |
| 48432 | 3 | 0.1% |
| 39922 | 3 | 0.1% |
| Other values (1964) | 2176 |
| Value | Count | Frequency (%) |
| 1730 | 1 | |
| 2447 | 1 | |
| 3502 | 1 | |
| 4023 | 1 | |
| 4428 | 1 | |
| 4861 | 1 | |
| 5305 | 1 | |
| 5648 | 1 | |
| 6560 | 1 | |
| 6835 | 1 |
| Value | Count | Frequency (%) |
| 666666 | 1 | |
| 162397 | 1 | |
| 160803 | 1 | |
| 157733 | 1 | |
| 157243 | 1 | |
| 157146 | 1 | |
| 156924 | 1 | |
| 153924 | 1 | |
| 113734 | 1 | |
| 105471 | 1 |
Kidhome
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 46 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2216 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 887 | |
| 2 | 46 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 887 | |
| 2 | 46 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 887 | |
| 2 | 46 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2216 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 887 | |
| 2 | 46 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2216 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 887 | |
| 2 | 46 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1283 | |
| 1 | 887 | |
| 2 | 46 | 2.1% |
Teenhome
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 51 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2216 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1147 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1147 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1147 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2216 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1147 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2216 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1147 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1147 | |
| 1 | 1018 | |
| 2 | 51 | 2.3% |
Dt_Customer
Date
| Distinct | 662 |
|---|---|
| Distinct (%) | 29.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| Minimum | 2012-07-30 00:00:00 |
|---|---|
| Maximum | 2014-06-29 00:00:00 |
Histogram with fixed size bins (bins=50)
Recency
Real number (ℝ)
ZEROS
| Distinct | 100 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.012635 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 28 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 24 |
| median | 49 |
| Q3 | 74 |
| 95-th percentile | 94 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 28.948352 |
|---|---|
| Coefficient of variation (CV) | 0.59063038 |
| Kurtosis | -1.1997769 |
| Mean | 49.012635 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.0016477067 |
| Sum | 108612 |
| Variance | 838.00706 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 37 | 1.7% |
| 30 | 32 | 1.4% |
| 54 | 32 | 1.4% |
| 46 | 31 | 1.4% |
| 92 | 30 | 1.4% |
| 65 | 30 | 1.4% |
| 71 | 29 | 1.3% |
| 3 | 29 | 1.3% |
| 29 | 29 | 1.3% |
| 49 | 29 | 1.3% |
| Other values (90) | 1908 |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 1 | 24 | |
| 2 | 28 | |
| 3 | 29 | |
| 4 | 26 | |
| 5 | 15 | |
| 6 | 21 | |
| 7 | 12 | |
| 8 | 25 | |
| 9 | 24 |
| Value | Count | Frequency (%) |
| 99 | 17 | |
| 98 | 22 | |
| 97 | 20 | |
| 96 | 23 | |
| 95 | 18 | |
| 94 | 26 | |
| 93 | 21 | |
| 92 | 30 | |
| 91 | 18 | |
| 90 | 20 |
MntWines
Real number (ℝ)
| Distinct | 776 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 305.09161 |
| Minimum | 0 |
|---|---|
| Maximum | 1493 |
| Zeros | 13 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 24 |
| median | 174.5 |
| Q3 | 505 |
| 95-th percentile | 1000.25 |
| Maximum | 1493 |
| Range | 1493 |
| Interquartile range (IQR) | 481 |
Descriptive statistics
| Standard deviation | 337.32792 |
|---|---|
| Coefficient of variation (CV) | 1.1056611 |
| Kurtosis | 0.58274112 |
| Mean | 305.09161 |
| Median Absolute Deviation (MAD) | 165.5 |
| Skewness | 1.1707201 |
| Sum | 676083 |
| Variance | 113790.13 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 42 | 1.9% |
| 1 | 37 | 1.7% |
| 6 | 37 | 1.7% |
| 5 | 37 | 1.7% |
| 4 | 33 | 1.5% |
| 8 | 30 | 1.4% |
| 3 | 30 | 1.4% |
| 9 | 28 | 1.3% |
| 12 | 25 | 1.1% |
| 14 | 24 | 1.1% |
| Other values (766) | 1893 |
| Value | Count | Frequency (%) |
| 0 | 13 | 0.6% |
| 1 | 37 | |
| 2 | 42 | |
| 3 | 30 | |
| 4 | 33 | |
| 5 | 37 | |
| 6 | 37 | |
| 7 | 21 | |
| 8 | 30 | |
| 9 | 28 |
| Value | Count | Frequency (%) |
| 1493 | 1 | |
| 1492 | 2 | |
| 1486 | 1 | |
| 1478 | 2 | |
| 1462 | 1 | |
| 1459 | 1 | |
| 1449 | 1 | |
| 1396 | 1 | |
| 1394 | 1 | |
| 1379 | 1 |
MntFruits
Real number (ℝ)
ZEROS
| Distinct | 158 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.356047 |
| Minimum | 0 |
|---|---|
| Maximum | 199 |
| Zeros | 395 |
| Zeros (%) | 17.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 122.25 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 39.793917 |
|---|---|
| Coefficient of variation (CV) | 1.5098591 |
| Kurtosis | 4.0540815 |
| Mean | 26.356047 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.1016575 |
| Sum | 58405 |
| Variance | 1583.5558 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 395 | 17.8% |
| 1 | 158 | 7.1% |
| 2 | 119 | 5.4% |
| 3 | 114 | 5.1% |
| 4 | 103 | 4.6% |
| 7 | 67 | 3.0% |
| 5 | 62 | 2.8% |
| 6 | 62 | 2.8% |
| 12 | 50 | 2.3% |
| 8 | 48 | 2.2% |
| Other values (148) | 1038 |
| Value | Count | Frequency (%) |
| 0 | 395 | |
| 1 | 158 | 7.1% |
| 2 | 119 | 5.4% |
| 3 | 114 | 5.1% |
| 4 | 103 | 4.6% |
| 5 | 62 | 2.8% |
| 6 | 62 | 2.8% |
| 7 | 67 | 3.0% |
| 8 | 48 | 2.2% |
| 9 | 35 | 1.6% |
| Value | Count | Frequency (%) |
| 199 | 2 | |
| 197 | 1 | < 0.1% |
| 194 | 3 | |
| 193 | 2 | |
| 190 | 1 | < 0.1% |
| 189 | 1 | < 0.1% |
| 185 | 2 | |
| 184 | 1 | < 0.1% |
| 183 | 3 | |
| 181 | 1 | < 0.1% |
MntMeatProducts
Real number (ℝ)
| Distinct | 554 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 166.99594 |
| Minimum | 0 |
|---|---|
| Maximum | 1725 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 16 |
| median | 68 |
| Q3 | 232.25 |
| 95-th percentile | 687.5 |
| Maximum | 1725 |
| Range | 1725 |
| Interquartile range (IQR) | 216.25 |
Descriptive statistics
| Standard deviation | 224.28327 |
|---|---|
| Coefficient of variation (CV) | 1.3430463 |
| Kurtosis | 5.0554767 |
| Mean | 166.99594 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 2.0255768 |
| Sum | 370063 |
| Variance | 50302.986 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7 | 53 | 2.4% |
| 5 | 50 | 2.3% |
| 11 | 49 | 2.2% |
| 8 | 45 | 2.0% |
| 6 | 42 | 1.9% |
| 10 | 40 | 1.8% |
| 3 | 39 | 1.8% |
| 9 | 37 | 1.7% |
| 16 | 35 | 1.6% |
| 12 | 34 | 1.5% |
| Other values (544) | 1792 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 14 | 0.6% |
| 2 | 30 | |
| 3 | 39 | |
| 4 | 30 | |
| 5 | 50 | |
| 6 | 42 | |
| 7 | 53 | |
| 8 | 45 | |
| 9 | 37 |
| Value | Count | Frequency (%) |
| 1725 | 2 | |
| 1622 | 1 | |
| 1582 | 1 | |
| 984 | 1 | |
| 981 | 1 | |
| 974 | 1 | |
| 968 | 1 | |
| 961 | 1 | |
| 951 | 2 | |
| 946 | 1 |
MntFishProducts
Real number (ℝ)
ZEROS
| Distinct | 182 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.637635 |
| Minimum | 0 |
|---|---|
| Maximum | 259 |
| Zeros | 379 |
| Zeros (%) | 17.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 12 |
| Q3 | 50 |
| 95-th percentile | 169 |
| Maximum | 259 |
| Range | 259 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 54.752082 |
|---|---|
| Coefficient of variation (CV) | 1.4547163 |
| Kurtosis | 3.0764763 |
| Mean | 37.637635 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.916369 |
| Sum | 83405 |
| Variance | 2997.7905 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 379 | 17.1% |
| 2 | 152 | 6.9% |
| 3 | 128 | 5.8% |
| 4 | 108 | 4.9% |
| 6 | 81 | 3.7% |
| 7 | 66 | 3.0% |
| 8 | 58 | 2.6% |
| 10 | 54 | 2.4% |
| 13 | 48 | 2.2% |
| 11 | 46 | 2.1% |
| Other values (172) | 1096 |
| Value | Count | Frequency (%) |
| 0 | 379 | |
| 1 | 10 | 0.5% |
| 2 | 152 | |
| 3 | 128 | 5.8% |
| 4 | 108 | 4.9% |
| 5 | 1 | < 0.1% |
| 6 | 81 | 3.7% |
| 7 | 66 | 3.0% |
| 8 | 58 | 2.6% |
| 10 | 54 | 2.4% |
| Value | Count | Frequency (%) |
| 259 | 1 | < 0.1% |
| 258 | 3 | |
| 254 | 1 | < 0.1% |
| 253 | 1 | < 0.1% |
| 250 | 3 | |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 242 | 1 | < 0.1% |
| 240 | 2 | |
| 237 | 2 |
MntSweetProducts
Real number (ℝ)
ZEROS
| Distinct | 176 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.028881 |
| Minimum | 0 |
|---|---|
| Maximum | 262 |
| Zeros | 413 |
| Zeros (%) | 18.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 125.25 |
| Maximum | 262 |
| Range | 262 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 41.072046 |
|---|---|
| Coefficient of variation (CV) | 1.5195615 |
| Kurtosis | 4.1061406 |
| Mean | 27.028881 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.1033276 |
| Sum | 59896 |
| Variance | 1686.9129 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 413 | 18.6% |
| 1 | 161 | 7.3% |
| 2 | 123 | 5.6% |
| 3 | 101 | 4.6% |
| 4 | 80 | 3.6% |
| 5 | 65 | 2.9% |
| 6 | 63 | 2.8% |
| 7 | 57 | 2.6% |
| 8 | 56 | 2.5% |
| 12 | 45 | 2.0% |
| Other values (166) | 1052 |
| Value | Count | Frequency (%) |
| 0 | 413 | |
| 1 | 161 | 7.3% |
| 2 | 123 | 5.6% |
| 3 | 101 | 4.6% |
| 4 | 80 | 3.6% |
| 5 | 65 | 2.9% |
| 6 | 63 | 2.8% |
| 7 | 57 | 2.6% |
| 8 | 56 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 262 | 1 | < 0.1% |
| 198 | 1 | < 0.1% |
| 197 | 1 | < 0.1% |
| 196 | 1 | < 0.1% |
| 195 | 1 | < 0.1% |
| 194 | 3 | |
| 192 | 3 | |
| 191 | 1 | < 0.1% |
| 189 | 2 | |
| 188 | 1 | < 0.1% |
MntGoldProds
Real number (ℝ)
ZEROS
| Distinct | 212 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.965253 |
| Minimum | 0 |
|---|---|
| Maximum | 321 |
| Zeros | 61 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 24.5 |
| Q3 | 56 |
| 95-th percentile | 165.25 |
| Maximum | 321 |
| Range | 321 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 51.815414 |
|---|---|
| Coefficient of variation (CV) | 1.1785538 |
| Kurtosis | 3.1563419 |
| Mean | 43.965253 |
| Median Absolute Deviation (MAD) | 18.5 |
| Skewness | 1.8392309 |
| Sum | 97427 |
| Variance | 2684.8372 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 71 | 3.2% |
| 4 | 69 | 3.1% |
| 3 | 68 | 3.1% |
| 12 | 63 | 2.8% |
| 5 | 63 | 2.8% |
| 2 | 62 | 2.8% |
| 0 | 61 | 2.8% |
| 6 | 55 | 2.5% |
| 7 | 52 | 2.3% |
| 10 | 49 | 2.2% |
| Other values (202) | 1603 |
| Value | Count | Frequency (%) |
| 0 | 61 | |
| 1 | 71 | |
| 2 | 62 | |
| 3 | 68 | |
| 4 | 69 | |
| 5 | 63 | |
| 6 | 55 | |
| 7 | 52 | |
| 8 | 40 | |
| 9 | 43 |
| Value | Count | Frequency (%) |
| 321 | 1 | < 0.1% |
| 291 | 1 | < 0.1% |
| 262 | 1 | < 0.1% |
| 249 | 1 | < 0.1% |
| 248 | 1 | < 0.1% |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 245 | 1 | < 0.1% |
| 242 | 2 | 0.1% |
| 241 | 6 |
NumDealsPurchases
Real number (ℝ)
ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.323556 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 44 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.9237156 |
|---|---|
| Coefficient of variation (CV) | 0.82791879 |
| Kurtosis | 8.9744901 |
| Mean | 2.323556 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4152718 |
| Sum | 5149 |
| Variance | 3.7006819 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 960 | |
| 2 | 493 | |
| 3 | 293 | 13.2% |
| 4 | 188 | 8.5% |
| 5 | 94 | 4.2% |
| 6 | 60 | 2.7% |
| 0 | 44 | 2.0% |
| 7 | 39 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Other values (5) | 23 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 44 | 2.0% |
| 1 | 960 | |
| 2 | 493 | |
| 3 | 293 | 13.2% |
| 4 | 188 | 8.5% |
| 5 | 94 | 4.2% |
| 6 | 60 | 2.7% |
| 7 | 39 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Value | Count | Frequency (%) |
| 15 | 7 | 0.3% |
| 13 | 3 | 0.1% |
| 12 | 3 | 0.1% |
| 11 | 5 | 0.2% |
| 10 | 5 | 0.2% |
| 9 | 8 | 0.4% |
| 8 | 14 | 0.6% |
| 7 | 39 | |
| 6 | 60 | |
| 5 | 94 |
NumWebPurchases
Real number (ℝ)
ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0852888 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 48 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7409511 |
|---|---|
| Coefficient of variation (CV) | 0.67093202 |
| Kurtosis | 4.0721368 |
| Mean | 4.0852888 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.197037 |
| Sum | 9053 |
| Variance | 7.5128128 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2 | 368 | |
| 1 | 348 | |
| 3 | 334 | |
| 4 | 277 | |
| 5 | 219 | |
| 6 | 201 | |
| 7 | 154 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.4% |
| 0 | 48 | 2.2% |
| Other values (5) | 90 | 4.1% |
| Value | Count | Frequency (%) |
| 0 | 48 | 2.2% |
| 1 | 348 | |
| 2 | 368 | |
| 3 | 334 | |
| 4 | 277 | |
| 5 | 219 | |
| 6 | 201 | |
| 7 | 154 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.4% |
| Value | Count | Frequency (%) |
| 27 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 11 | 44 | 2.0% |
| 10 | 43 | 1.9% |
| 9 | 75 | 3.4% |
| 8 | 102 | |
| 7 | 154 | |
| 6 | 201 | |
| 5 | 219 |
NumCatalogPurchases
Real number (ℝ)
ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6710289 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 576 |
| Zeros (%) | 26.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9267336 |
|---|---|
| Coefficient of variation (CV) | 1.0957327 |
| Kurtosis | 8.0671262 |
| Mean | 2.6710289 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.8810751 |
| Sum | 5919 |
| Variance | 8.5657698 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 576 | |
| 1 | 492 | |
| 2 | 274 | |
| 3 | 182 | 8.2% |
| 4 | 181 | 8.2% |
| 5 | 137 | 6.2% |
| 6 | 128 | 5.8% |
| 7 | 79 | 3.6% |
| 8 | 55 | 2.5% |
| 10 | 47 | 2.1% |
| Other values (4) | 65 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 576 | |
| 1 | 492 | |
| 2 | 274 | |
| 3 | 182 | 8.2% |
| 4 | 181 | 8.2% |
| 5 | 137 | 6.2% |
| 6 | 128 | 5.8% |
| 7 | 79 | 3.6% |
| 8 | 55 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 28 | 3 | 0.1% |
| 22 | 1 | < 0.1% |
| 11 | 19 | 0.9% |
| 10 | 47 | 2.1% |
| 9 | 42 | 1.9% |
| 8 | 55 | 2.5% |
| 7 | 79 | |
| 6 | 128 | |
| 5 | 137 | |
| 4 | 181 |
NumStorePurchases
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8009928 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 14 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.2507848 |
|---|---|
| Coefficient of variation (CV) | 0.56038422 |
| Kurtosis | -0.62646219 |
| Mean | 5.8009928 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.7018263 |
| Sum | 12855 |
| Variance | 10.567602 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 484 | |
| 4 | 319 | |
| 2 | 220 | |
| 5 | 211 | |
| 6 | 177 | 8.0% |
| 8 | 147 | 6.6% |
| 7 | 141 | 6.4% |
| 10 | 124 | 5.6% |
| 9 | 106 | 4.8% |
| 12 | 104 | 4.7% |
| Other values (4) | 183 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 14 | 0.6% |
| 1 | 6 | 0.3% |
| 2 | 220 | |
| 3 | 484 | |
| 4 | 319 | |
| 5 | 211 | |
| 6 | 177 | 8.0% |
| 7 | 141 | 6.4% |
| 8 | 147 | 6.6% |
| 9 | 106 | 4.8% |
| Value | Count | Frequency (%) |
| 13 | 83 | 3.7% |
| 12 | 104 | 4.7% |
| 11 | 80 | 3.6% |
| 10 | 124 | 5.6% |
| 9 | 106 | 4.8% |
| 8 | 147 | |
| 7 | 141 | |
| 6 | 177 | |
| 5 | 211 | |
| 4 | 319 |
NumWebVisitsMonth
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3190433 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 10 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.4253585 |
|---|---|
| Coefficient of variation (CV) | 0.45597646 |
| Kurtosis | 1.8525767 |
| Mean | 5.3190433 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.21804305 |
| Sum | 11787 |
| Variance | 5.8823641 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 7 | 387 | |
| 8 | 340 | |
| 6 | 335 | |
| 5 | 279 | |
| 4 | 217 | |
| 3 | 203 | |
| 2 | 201 | |
| 1 | 150 | 6.8% |
| 9 | 82 | 3.7% |
| 0 | 10 | 0.5% |
| Other values (6) | 12 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 10 | 0.5% |
| 1 | 150 | 6.8% |
| 2 | 201 | |
| 3 | 203 | |
| 4 | 217 | |
| 5 | 279 | |
| 6 | 335 | |
| 7 | 387 | |
| 8 | 340 | |
| 9 | 82 | 3.7% |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.1% |
| 19 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 14 | 2 | 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 3 | 0.1% |
| 9 | 82 | 3.7% |
| 8 | 340 | |
| 7 | 387 | |
| 6 | 335 |
AcceptedCmp3
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 163 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2216 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 163 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 163 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 163 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2216 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 163 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2216 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 163 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2053 | |
| 1 | 163 | 7.4% |
AcceptedCmp4
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 164 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2216 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 164 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 164 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 164 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2216 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 164 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2216 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 164 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2052 | |
| 1 | 164 | 7.4% |
AcceptedCmp5
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 162 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2216 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2054 | |
| 1 | 162 | 7.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2054 | |
| 1 | 162 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2054 | |
| 1 | 162 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2216 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2054 | |
| 1 | 162 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2216 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2054 | |
| 1 | 162 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2054 | |
| 1 | 162 | 7.3% |
AcceptedCmp1
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 142 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2216 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2074 | |
| 1 | 142 | 6.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2074 | |
| 1 | 142 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2074 | |
| 1 | 142 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2216 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2074 | |
| 1 | 142 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2216 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2074 | |
| 1 | 142 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2074 | |
| 1 | 142 | 6.4% |
AcceptedCmp2
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 30 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2216 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2186 | |
| 1 | 30 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2186 | |
| 1 | 30 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2186 | |
| 1 | 30 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2216 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2186 | |
| 1 | 30 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2216 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2186 | |
| 1 | 30 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2186 | |
| 1 | 30 | 1.4% |
Complain
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | 21 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2216 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2195 | |
| 1 | 21 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2195 | |
| 1 | 21 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2195 | |
| 1 | 21 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2216 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2195 | |
| 1 | 21 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2216 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2195 | |
| 1 | 21 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2195 | |
| 1 | 21 | 0.9% |
Z_CostContact
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 3 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2216 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 2216 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 2216 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 2216 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2216 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 2216 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2216 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 2216 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 2216 |
Z_Revenue
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 11 |
|---|
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 4432 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 11 |
|---|---|
| 2nd row | 11 |
| 3rd row | 11 |
| 4th row | 11 |
| 5th row | 11 |
Common Values
| Value | Count | Frequency (%) |
| 11 | 2216 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 11 | 2216 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4432 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4432 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4432 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4432 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4432 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4432 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4432 |
Response
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2216 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1883 | |
| 1 | 333 | 15.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1883 | |
| 1 | 333 | 15.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1883 | |
| 1 | 333 | 15.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2216 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1883 | |
| 1 | 333 | 15.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2216 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1883 | |
| 1 | 333 | 15.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2216 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1883 | |
| 1 | 333 | 15.0% |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| ID | Year_Birth | Education | Marital_Status | Income | Kidhome | Teenhome | Dt_Customer | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Complain | Z_CostContact | Z_Revenue | Response | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5524 | 1957 | Graduation | Single | 58138.0 | 0 | 0 | 2012-09-04 | 58 | 635 | 88 | 546 | 172 | 88 | 88 | 3 | 8 | 10 | 4 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 1 |
| 1 | 2174 | 1954 | Graduation | Single | 46344.0 | 1 | 1 | 2014-03-08 | 38 | 11 | 1 | 6 | 2 | 1 | 6 | 2 | 1 | 1 | 2 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2 | 4141 | 1965 | Graduation | Together | 71613.0 | 0 | 0 | 2013-08-21 | 26 | 426 | 49 | 127 | 111 | 21 | 42 | 1 | 8 | 2 | 10 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 3 | 6182 | 1984 | Graduation | Together | 26646.0 | 1 | 0 | 2014-02-10 | 26 | 11 | 4 | 20 | 10 | 3 | 5 | 2 | 2 | 0 | 4 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 4 | 5324 | 1981 | PhD | Married | 58293.0 | 1 | 0 | 2014-01-19 | 94 | 173 | 43 | 118 | 46 | 27 | 15 | 5 | 5 | 3 | 6 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 5 | 7446 | 1967 | Master | Together | 62513.0 | 0 | 1 | 2013-09-09 | 16 | 520 | 42 | 98 | 0 | 42 | 14 | 2 | 6 | 4 | 10 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 6 | 965 | 1971 | Graduation | Divorced | 55635.0 | 0 | 1 | 2012-11-13 | 34 | 235 | 65 | 164 | 50 | 49 | 27 | 4 | 7 | 3 | 7 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 7 | 6177 | 1985 | PhD | Married | 33454.0 | 1 | 0 | 2013-05-08 | 32 | 76 | 10 | 56 | 3 | 1 | 23 | 2 | 4 | 0 | 4 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 8 | 4855 | 1974 | PhD | Together | 30351.0 | 1 | 0 | 2013-06-06 | 19 | 14 | 0 | 24 | 3 | 3 | 2 | 1 | 3 | 0 | 2 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 1 |
| 9 | 5899 | 1950 | PhD | Together | 5648.0 | 1 | 1 | 2014-03-13 | 68 | 28 | 0 | 6 | 1 | 1 | 13 | 1 | 1 | 0 | 0 | 20 | 1 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| ID | Year_Birth | Education | Marital_Status | Income | Kidhome | Teenhome | Dt_Customer | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Complain | Z_CostContact | Z_Revenue | Response | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2230 | 7004 | 1984 | Graduation | Single | 11012.0 | 1 | 0 | 2013-03-16 | 82 | 24 | 3 | 26 | 7 | 1 | 23 | 3 | 3 | 1 | 2 | 9 | 1 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2231 | 9817 | 1970 | Master | Single | 44802.0 | 0 | 0 | 2012-08-21 | 71 | 853 | 10 | 143 | 13 | 10 | 20 | 2 | 9 | 4 | 12 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2232 | 8080 | 1986 | Graduation | Single | 26816.0 | 0 | 0 | 2012-08-17 | 50 | 5 | 1 | 6 | 3 | 4 | 3 | 1 | 0 | 0 | 3 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2233 | 9432 | 1977 | Graduation | Together | 666666.0 | 1 | 0 | 2013-06-02 | 23 | 9 | 14 | 18 | 8 | 1 | 12 | 4 | 3 | 1 | 3 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2234 | 8372 | 1974 | Graduation | Married | 34421.0 | 1 | 0 | 2013-07-01 | 81 | 3 | 3 | 7 | 6 | 2 | 9 | 1 | 1 | 0 | 2 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2235 | 10870 | 1967 | Graduation | Married | 61223.0 | 0 | 1 | 2013-06-13 | 46 | 709 | 43 | 182 | 42 | 118 | 247 | 2 | 9 | 3 | 4 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2236 | 4001 | 1946 | PhD | Together | 64014.0 | 2 | 1 | 2014-06-10 | 56 | 406 | 0 | 30 | 0 | 0 | 8 | 7 | 8 | 2 | 5 | 7 | 0 | 0 | 0 | 1 | 0 | 0 | 3 | 11 | 0 |
| 2237 | 7270 | 1981 | Graduation | Divorced | 56981.0 | 0 | 0 | 2014-01-25 | 91 | 908 | 48 | 217 | 32 | 12 | 24 | 1 | 2 | 3 | 13 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2238 | 8235 | 1956 | Master | Together | 69245.0 | 0 | 1 | 2014-01-24 | 8 | 428 | 30 | 214 | 80 | 30 | 61 | 2 | 6 | 5 | 10 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2239 | 9405 | 1954 | PhD | Married | 52869.0 | 1 | 1 | 2012-10-15 | 40 | 84 | 3 | 61 | 2 | 1 | 21 | 3 | 3 | 1 | 4 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 1 |